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Spain La Liga

[3] Real Madrid 2
0 Girona [11]

Round: 25
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Lineups

Lineup

4-2-3-1 3-4-1-2
1 - Thibaut Courtois Paulo Gazzaniga - 13
17 - Lucas Vazquez David Lopez - 5
35 - Raul Asencio Ladislav Krejci - 18
4 - David Alaba Daley Blind - 17
23 - Ferland Mendy Martinez Arnau - 4
10 - Luka Modric Oriol Romeu - 14
14 - Aurelien Tchouameni Ivan Martin - 23
11 - Rodrygo Miguel Gutierrez - 3
21 - Brahim Diaz Donny Van De Beek - 6
7 - Vinicius Junior Viktor Tsygankov - 8
9 - Kylian Mbappe Arnaut Danjuma - 11

Substitutes

6 - Eduardo Camavinga Gabriel Misehouy - 27
8 - Federico Valverde Jhon Solis - 22
15 - Arda Guler Yaser Asprilla - 10
16 - Endrick Juan Carlos - 1
13 - Andriy Lunin Alejandro Frances - 16
20 - Francisco Garcia Juanpe - 15
26 - Fran Gonzalez Bryan Gil - 20
19 - Dani Ceballos Bojan Miovski - 19
22 - Antonio Rudiger Abel Ruiz - 9
18 - Jesus Vallejo Portu - 24
  • Main (5)
Show 1st half stats
Date Home Score Away 1x2 Drop Home Asian Handicap Goal Line Asian Corners Dangerous Attacks Total Shots Shots on Target Corners     
10-04-2026 19:00 2 [2] Real Madrid 1 - 1 Girona [12] 1
S: - 5.50 ?
K: ?6.00 -
 15%
?
1.950
-
?
?
1.950, 1.850
?-?

22-10

?-?

10-1

Open single page
30-11-2025 20:00 3 [18] Girona 1 - 1 Real Madrid [3]
S: - 4.75 ?
K: ?5.00 -
 6%
?
1.875
-
?
?
1.850, 1.950
?-?

10-25

?-?

2-5

Open single page
07-12-2024 20:00 3 [8] Girona 0 - 3 Real Madrid [2] 2
S: - 4.10 ?
K: ?4.00 -
 13%
?
2.080
-
?
?
2.000, 1.800
?-?

10-10

?-?

6-3

Open single page
10-02-2024 17:30 1 [1] Real Madrid 4 - 0 Girona [2] 2
S: - 4.00 ?
K: ?5.50 -
 8%
?
1.950
-
?
?
1.950, 1.850
?-?

16-5

?-?

0-2

Open single page
30-09-2023 16:30 2 [2] Girona 0 - 3 Real Madrid [3] 1 2
S: - 3.80 ?
K: ?4.00 -
 3%
?
1.970
-
?
?
2.000, 1.800
?-?

13-14

?-?

1-4

Open single page
Real Madrid Girona
93 - 7th Shot On Target - Real Madrid
92 - 21st Shot Off Target - Real Madrid
Substitution 90 - Substitution - Real Madrid
89 - 20th Shot Off Target - Real Madrid
Substitution 86 - Substitution - Real Madrid
Corner 88 - 16th Corner - Girona
86 - 19th Shot Off Target - Girona
Corner 85 - 15th Corner - Girona
83 - 1st Assist - Real Madrid
83 - 6th Shot On Target - Real Madrid
83 - 18th Shot Off Target - Girona
Goal 83 - 2nd Goal - Real Madrid
80 - 17th Shot Off Target - Real Madrid
80 - 5th Shot On Target - Real Madrid
Corner 80 - 14th Corner - Real Madrid
Substitution 75 - Substitution - Girona
75 - 16th Shot Off Target - Real Madrid
Substitution 73 - Substitution - Real Madrid
Substitution 73 - Substitution - Real Madrid
70 - 2nd Yellow Card - Girona
Substitution 66 - Substitution - Girona
Substitution 66 - Substitution - Girona
Substitution 66 - Substitution - Girona
66 - 15th Shot Off Target - Real Madrid
65 - 1st Yellow Card - Girona
62 - 14th Shot Off Target - Real Madrid
58 - 13th Shot Off Target - Real Madrid
Substitution 56 - Substitution - Girona
56 - 2nd Offside - Girona
Corner 55 - 13th Corner - Real Madrid
52 - 12th Shot Off Target - Real Madrid
52 - 11th Shot Off Target - Real Madrid
Corner 52 - 12th Corner - Real Madrid
Corner 51 - 11th Corner - Real Madrid
38 - 1st Offside - Girona
Corner 45+1 - 10th Corner - Real Madrid
41 - 4th Shot On Target - Real Madrid
Goal 41 - 1st Goal - Real Madrid
Corner 41 - 9th Corner - Real Madrid
Corner 40 - 8th Corner - Real Madrid
34 - 10th Shot Off Target - Real Madrid
33 - 9th Shot Off Target - Real Madrid
Corner 34 - 7th Corner - Real Madrid
32 - 8th Shot Off Target - Girona
Corner 30 - 6th Corner - Real Madrid
30 - 4th Shot On Target - Girona
28 - 7th Shot Off Target - Real Madrid
Corner 28 - 5th Corner - Real Madrid
27 - 6th Shot Off Target - Real Madrid
24 - 5th Shot Off Target - Real Madrid
Corner 21 - 4th Corner - Girona
Corner 17 - 3rd Corner - Girona
16 - 4th Shot Off Target - Girona
16 - 3rd Shot Off Target - Real Madrid
10 - 2nd Shot Off Target - Real Madrid
7 - 1st Shot Off Target - Real Madrid
6 - 2nd Shot On Target - Real Madrid
Corner 6 - 2nd Corner - Real Madrid
5 - 1st Shot On Target - Girona
Corner 5 - 1st Corner - Girona
  • Current
  • 1st Half
  • 2nd Half
  • Last 5
  • Last 10
  • Last 15
  • Last 20
  • Last 25
  • Since Last Goal
Full-Time xG Corners Penalties Substitutions Offsides Saves Shots Blocked Fouls Ball Safe Goals
Real Madrid 1.82 11 0 0 0 4 0 2 6 1 56 2
Girona 0.44 5 2 0 0 5 2 4 2 5 49 0
63%
Possession
37%
5
Shots on Target
2
17
Shots off Target
4
109
Attacks
69
?
Dangerous Attacks
?
17:04 - 1x2: 1.002 51.000 451.000
17:06 - Asian Handicap: (0) 1.475, 2.800
17:06 - Goal Line: (2.5) 7.300, 1.105
Last 15 minutes Corners Penalties Substitutions Goals
Real Madrid 1 0 0 0 2 1
Girona 2 0 0 0 0 0
-
Possession
-
3
Shots on Target
0
4
Shots off Target
2
14
Attacks
13
?
Dangerous Attacks
?
1st Half Corners Penalties Substitutions Goals
Real Madrid 7 0 0 0 0 1
Girona 3 0 0 0 0 0
-
Possession
-
2
Shots on Target
2
8
Shots off Target
2
69
Attacks
29
?
Dangerous Attacks
?
2nd half Corners Penalties Substitutions Goals
Real Madrid 4 0 0 0 4 1
Girona 2 2 0 0 0 0
-
Possession
-
3
Shots on Target
0
9
Shots off Target
2
40
Attacks
40
?
Dangerous Attacks
?
Last 5 minutes Corners Penalties Substitutions Goals
Real Madrid 0 0 0 0 2 0
Girona 2 0 0 0 0 0
-
Possession
-
1
Shots on Target
0
2
Shots off Target
1
9
Attacks
4
?
Dangerous Attacks
?
Last 10 minutes Corners Penalties Substitutions Goals
Real Madrid 0 0 0 0 2 1
Girona 2 0 0 0 0 0
-
Possession
-
2
Shots on Target
0
2
Shots off Target
2
9
Attacks
8
?
Dangerous Attacks
?
Last 15 minutes Corners Penalties Substitutions Goals
Real Madrid 1 0 0 0 1 1
Girona 2 0 0 0 0 0
-
Possession
-
3
Shots on Target
0
4
Shots off Target
2
14
Attacks
13
?
Dangerous Attacks
?
Last 20 minutes Corners Penalties Substitutions Goals
Real Madrid 1 0 0 0 4 1
Girona 2 0 0 0 1 0
-
Possession
-
3
Shots on Target
0
4
Shots off Target
2
16
Attacks
21
?
Dangerous Attacks
?
Last 25 minutes Corners Penalties Substitutions Goals
Real Madrid 1 0 0 0 4 1
Girona 2 1 0 0 0 0
-
Possession
-
3
Shots on Target
0
5
Shots off Target
2
20
Attacks
25
?
Dangerous Attacks
?
Since Last Goal Corners Penalties Substitutions Goals
Real Madrid 0 0 0 0 2 0
Girona 2 0 0 0 0 0
-
Possession
-
2
Shots on Target
0
2
Shots off Target
1
9
Attacks
4
?
Dangerous Attacks
?
17:04 - 1x2: 1.002 51.000 451.000
17:06 - Asian Handicap: (0) 1.475, 2.800
17:06 - Goal Line: (2.5) 7.300, 1.105

1X2 Odds

Dangerous Attacks

Shots on Target

Shots off Target

Possession

Attacks

Statistics based on last games

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UEFA Champions League

  • Overall
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  • Away

UEFA Champions League 25/26

P Team W D L Goals PO
1 Arsenal 8 0 0 23:4 24
2 Bayern Munich 7 0 1 22:8 21
3 Liverpool 6 0 2 20:8 18
4 Tottenham 5 2 1 17:7 17
5 Barcelona 5 1 2 22:14 16
6 Chelsea 5 1 2 17:10 16
7 Sporting 5 1 2 17:11 16
8 Man City 5 1 2 15:9 16
9 Real Madrid 5 0 3 21:12 15
10 Inter Milan 5 0 3 15:7 15
11 PSG 4 2 2 21:11 14
12 Newcastle 4 2 2 17:7 14
13 Juventus 3 4 1 14:10 13
14 Atletico Madrid 4 1 3 17:15 13
15 Atalanta 4 1 3 10:10 13
16 Bayer Leverkusen 3 3 2 13:14 12
17 Borussia Dortmund 3 2 3 19:17 11
18 Olympiacos 3 2 3 10:14 11
19 Club Brugge 3 1 4 15:17 10
20 Galatasaray 3 1 4 9:11 10
21 Monaco 2 4 2 8:14 10
22 FK Qarabag 3 1 4 13:21 10
23 Bodo/Glimt 2 3 3 14:15 9
24 Benfica 3 0 5 10:12 9
25 Marseille 3 0 5 11:14 9
26 Pafos FC 2 3 3 8:11 9
27 Union Saint Gilloise 3 0 5 8:17 9
28 PSV 2 2 4 16:16 8
29 Athletic Bilbao 2 2 4 9:14 8
30 Napoli 2 2 4 9:15 8
31 FC Copenhagen 2 2 4 12:21 8
32 Ajax 2 0 6 8:21 6
33 Eintracht Frankfurt 1 1 6 10:21 4
34 Slavia Prague 0 3 5 5:19 3
35 Villarreal 0 1 7 5:18 1
36 Kairat Almaty 0 1 7 7:22 1

UEFA Champions League 25/26

P Team W D L Goals PO
1 Bayern Munich 4 0 0 12:2 12
2 Tottenham 4 0 0 10:0 12
3 Arsenal 4 0 0 12:3 12
4 Chelsea 4 0 0 10:1 12
5 Sporting 4 0 0 11:3 12
6 Barcelona 3 0 1 13:5 9
7 Newcastle 3 0 1 9:2 9
8 Atletico Madrid 3 0 1 11:5 9
9 Real Madrid 3 0 1 10:4 9
10 Liverpool 3 0 1 11:6 9
11 Man City 3 0 1 8:3 9
12 Juventus 2 2 0 9:5 8
13 PSG 2 1 1 11:6 7
14 Borussia Dortmund 2 1 1 10:5 7
15 Club Brugge 2 1 1 10:7 7
16 Napoli 2 1 1 6:4 7
17 Galatasaray 2 1 1 5:3 7
18 FK Qarabag 2 1 1 9:8 7
19 Atalanta 2 1 1 6:5 7
20 Pafos FC 2 1 1 8:8 7
21 Benfica 2 0 2 8:6 6
22 Inter Milan 2 0 2 6:5 6
22 Marseille 2 0 2 6:5 6
24 Monaco 1 3 0 3:2 6
25 Olympiacos 1 2 1 6:5 5
26 FC Copenhagen 1 2 1 8:9 5
27 Bayer Leverkusen 1 2 1 8:10 5
28 Bodo/Glimt 1 1 2 7:7 4
29 Athletic Bilbao 1 1 2 5:6 4
30 PSV 1 0 3 10:10 3
31 Eintracht Frankfurt 1 0 3 6:11 3
32 Union Saint Gilloise 1 0 3 3:11 3
33 Slavia Prague 0 2 2 4:9 2
34 Villarreal 0 1 3 5:9 1
35 Kairat Almaty 0 1 3 1:10 1
36 Ajax 0 0 4 1:9 0

UEFA Champions League 25/26

P Team W D L Goals PO
1 Arsenal 4 0 0 11:1 12
2 Inter Milan 3 0 1 9:2 9
2 Liverpool 3 0 1 9:2 9
4 Bayern Munich 3 0 1 10:6 9
5 PSG 2 1 1 10:5 7
6 Man City 2 1 1 7:6 7
7 Bayer Leverkusen 2 1 1 5:4 7
8 Barcelona 2 1 1 9:9 7
9 Real Madrid 2 0 2 11:8 6
10 Union Saint Gilloise 2 0 2 5:6 6
11 Atalanta 2 0 2 4:5 6
12 Ajax 2 0 2 7:12 6
13 Olympiacos 2 0 2 4:9 6
14 Newcastle 1 2 1 8:5 5
15 Tottenham 1 2 1 7:7 5
16 PSV 1 2 1 6:6 5
17 Juventus 1 2 1 5:5 5
18 Bodo/Glimt 1 2 1 7:8 5
19 Chelsea 1 1 2 7:9 4
20 Sporting 1 1 2 6:8 4
21 Borussia Dortmund 1 1 2 9:12 4
22 Atletico Madrid 1 1 2 6:10 4
23 Athletic Bilbao 1 1 2 4:8 4
24 Monaco 1 1 2 5:12 4
25 Marseille 1 0 3 5:9 3
26 Galatasaray 1 0 3 4:8 3
27 Benfica 1 0 3 2:6 3
28 Club Brugge 1 0 3 5:10 3
29 FC Copenhagen 1 0 3 4:12 3
30 FK Qarabag 1 0 3 4:13 3
31 Pafos FC 0 2 2 0:3 2
32 Eintracht Frankfurt 0 1 3 4:10 1
33 Napoli 0 1 3 3:11 1
34 Slavia Prague 0 1 3 1:10 1
35 Kairat Almaty 0 0 4 6:12 0
36 Villarreal 0 0 4 0:9 0

Spain La Liga

  • Overall
  • Home
  • Away

LaLiga 25/26

P Team W D L Goals PO
1 Barcelona 26 1 4 84:30 79
2 Real Madrid 22 4 5 65:29 70
3 Villarreal 19 4 8 56:36 61
4 Atletico Madrid 17 6 8 51:32 57
5 Real Betis 11 13 7 45:38 46
6 Celta Vigo 11 11 9 44:40 44
7 Real Sociedad 11 9 11 49:48 42
8 Getafe 12 5 14 27:32 41
9 Osasuna 10 9 12 37:38 39
10 Espanyol 10 8 13 37:48 38
11 Athletic Bilbao 11 5 15 33:45 38
11 Girona 9 11 11 33:45 38
13 Rayo Vallecano 8 11 12 29:38 35
14 Valencia 9 8 14 34:46 35
15 Mallorca 9 7 15 39:48 34
16 Sevilla 9 7 15 39:51 34
17 CD Alaves 8 9 14 35:46 33
18 Elche 7 11 13 39:47 32
19 Levante 7 8 16 35:50 29
20 Oviedo 6 9 16 24:48 27

LaLiga 25/26

P Team W D L Goals PO
1 Barcelona 16 0 0 51:9 48
2 Atletico Madrid 13 1 2 35:14 40
3 Real Madrid 13 1 2 37:13 40
4 Villarreal 12 1 2 34:13 37
5 Osasuna 8 5 2 26:17 29
6 Real Sociedad 8 4 4 32:24 28
7 Elche 7 7 2 25:16 28
8 Mallorca 8 4 4 26:19 28
9 Athletic Bilbao 8 2 6 20:19 26
10 Real Betis 7 5 3 26:16 26
11 Rayo Vallecano 5 8 2 17:11 23
12 Valencia 6 5 4 21:18 23
13 Girona 6 4 5 17:21 22
14 CD Alaves 5 6 4 19:18 21
15 Getafe 6 3 6 14:11 21
16 Espanyol 6 3 6 18:21 21
17 Sevilla 5 4 7 21:23 19
18 Celta Vigo 4 5 7 23:24 17
19 Levante 4 5 7 19:26 17
20 Oviedo 4 5 6 7:14 17

LaLiga 25/26

P Team W D L Goals PO
1 Barcelona 10 1 4 33:21 31
2 Real Madrid 9 3 3 28:16 30
3 Celta Vigo 7 6 2 21:16 27
4 Villarreal 7 3 6 22:23 24
5 Real Betis 4 8 4 19:22 20
6 Getafe 6 2 8 13:21 20
7 Atletico Madrid 4 5 6 16:18 17
8 Espanyol 4 5 7 19:27 17
9 Girona 3 7 6 16:24 16
10 Sevilla 4 3 8 18:28 15
11 Real Sociedad 3 5 7 17:24 14
12 Levante 3 3 9 16:24 12
13 CD Alaves 3 3 10 16:28 12
14 Athletic Bilbao 3 3 9 13:26 12
15 Valencia 3 3 10 13:28 12
16 Rayo Vallecano 3 3 10 12:27 12
17 Osasuna 2 4 10 11:21 10
18 Oviedo 2 4 10 17:34 10
19 Mallorca 1 3 11 13:29 6
20 Elche 0 4 11 14:31 4
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    The Comeback Factor What is it? The Comeback Factor measures how effectively a team can recover after falling behind in a match. It tells you how often a team can bounce back by scoring the next goal after the other team has taken the lead. How does it work? Every time a team falls behind, […]

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Frequently Asked Questions

Everything you need to know about football betting statistics, live scores, and using BetBallers effectively

What statistics and features does BetBallers provide for football betting?

BetBallers is a comprehensive tool designed for football bettors to enhance in-play and pre-game betting performance. The platform provides:

  • Live Match Statistics: Real-time stats including dangerous attacks, corners, shots, and pressure index for all in-play matches
  • Likelihood Stats: Color-coded system covering all markets from First Half Overs to Corners, making it easy to spot whether odds are backed by statistics
  • Variance Stats: Shows average differences from starting lines for Asian Handicap, Goal Line, and Asian Corners to identify mispriced teams in seconds
  • Comeback Factor: Measures how effectively teams recover after falling behind by tracking how often they score the next goal
  • xG Stats: Expected goals available on both match pages and in-play pages within the likelihood stats column
  • Pressure Index: Combines dangerous attacks, total shots, and corners to measure which team is dominating the match

The platform features a customizable and user-friendly layout with the best coverage of games to ensure you never miss potential betting opportunities.

How does the BetBallers notification system work?

BetBallers offers a powerful notification system that significantly reduces the chance of missing potential bets:

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Example notification: Alert for home underdogs losing by 1 goal but with 66%+ Pressure Index, Asian Handicap +0.5, and kick-off odds under 5.00. This specific notification has achieved a 71% win rate (52 wins, 21 losses) in backtesting.

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The Backtesting System is a game-changing feature that validates your in-play betting strategies in minutes instead of waiting months for results:

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  • Retrospective Likelihood Stats: Each game's likelihood stats are calculated retrospectively from that particular match for accurate testing
  • Results in Minutes: Get comprehensive backtest results in minutes or even seconds, depending on your rule complexity
  • Advanced Filtering: Filter results by Asian Handicap, Goal Line, Asian Corners, specific days, goals scored within 2 minutes, or missing dangerous attacks

The backtesting system excludes E-Soccer, Beach Soccer, and other shortened matches to ensure data quality. This feature is available to all Gold-Ballers subscription users (1, 3, or 6-month plans).

How does the AI Assistant enhance betting decisions?

BetBallers' AI Assistant helps identify the best value bets and provides quick match insights to enhance your betting strategy:

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The AI Assistant helps you make faster, more informed betting decisions by processing complex statistical relationships that would be time-consuming to analyze manually.

What is the Comeback Factor and how can I use it for betting?

The Comeback Factor is a unique BetBallers metric that measures how effectively a team can recover after falling behind in a match:

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  • Enhanced accuracy: You can exclude 0-0 games from calculations for more accurate statistics (feature added January 2025)
  • Transparency: Hover over any Comeback Factor stat to see the complete list of games used in the calculation

Use the Comeback Factor to identify teams with strong resilience when trailing, creating valuable in-play betting opportunities when these teams fall behind. The enhanced statistics are available across multiple pages including team profiles and head-to-head comparisons.

How do Likelihood Stats help identify value bets?

Likelihood Stats are one of BetBallers' most powerful features, using an eye-catching color-coding system to show whether current odds are backed by historical statistics:

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  • Historical Validation: Shows how current match statistics compare to historical performance patterns
  • In-Play Integration: Now includes xG stats directly in the likelihood stats column for even more insights

Combine Likelihood Stats with live statistics to avoid situations where real-time stats aren't backed up by historical performance. This dual approach helps identify genuinely profitable betting opportunities rather than statistical anomalies.

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Variance Stats (also called Error Stats) show the average difference from starting lines, helping you identify mispriced teams in seconds:

  • Asian Handicap Variance: Shows which teams consistently outperform or underperform their handicap lines
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Variance Stats help you exploit consistent market inefficiencies by showing which teams the bookmakers systematically misprice across the most popular betting markets.

What is the Pressure Index and how is it calculated?

The Pressure Index is a composite statistic that measures which team is dominating a match by combining multiple attacking metrics:

  • Dangerous Attacks: Genuine scoring opportunities where the attacking team gets into dangerous positions
  • Total Shots: All shot attempts including both on-target and off-target efforts
  • Corners: Corner kicks awarded, indicating sustained attacking pressure
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Use Pressure Index in custom notifications to identify matches where one team is dominating but hasn't scored yet. For example, a notification for home teams with 66%+ Pressure Index while losing 1-0 achieved a 71% win rate in backtesting across 100,000 games.

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  • Variance Stats for Asian Handicap, Goal Line, and Corners
  • Comeback Factor and Pressure Index statistics
  • xG Stats on match and in-play pages

Note: The 2-day trial does not include access to the backtesting system. Backtesting is only available with 1, 3, or 6-month Gold-Baller subscriptions.

What are xG (Expected Goals) stats and how can I use them for betting?

Expected Goals (xG) is an advanced metric that measures the quality of scoring chances by calculating the probability that a shot will result in a goal:

  • Available on Multiple Pages: View xG stats on both the match page and the in-play page for comprehensive analysis
  • Likelihood Stats Integration: Enable xG display to see these valuable insights directly in the likelihood stats column during live matches
  • Quality vs Quantity: xG reveals whether a team is creating genuine scoring opportunities or just accumulating low-quality shots
  • Value Betting Indicator: When a team has high xG but hasn't scored, it often indicates the score doesn't reflect match dominance

How to use xG for in-play betting:

  • Compare xG to actual score - if Team A has 2.3 xG but is losing 0-1, they may be unlucky and due for goals
  • Look for xG gaps between teams - a 1.5+ xG difference suggests one team is creating significantly better chances
  • Combine with Pressure Index - high xG plus 66%+ Pressure Index confirms genuine dominance
  • Use in notifications - create alerts for matches where xG doesn't match the scoreline for value betting opportunities

xG stats were added to the in-play page in August 2024, making BetBallers one of the few platforms to provide real-time expected goals data during live matches for immediate betting decisions.

How do I create effective custom notifications using BetBallers?

Creating effective custom notifications involves combining different statistics and using the backtesting system to validate profitability:

  • Mix Different Stats: Combine real-time stats, likelihood stats, averages, and odds for more accurate filtering
  • Use Likelihood Validation: Include likelihood stats to ensure real-time performance is backed by historical patterns
  • Test Thoroughly: Run backtests on your notifications to validate profitability across 100,000 historical matches
  • Refine and Iterate: If results are unsatisfactory, tweak your rules and run backtests again until you find winning combinations
  • Filter Results: Use filters to exclude games with incomplete stats or where goals were scored within 2 minutes of notification

Example winning notification:

Home underdog, losing by 1 goal, with 66%+ Pressure Index, current Asian Handicap +0.5 (minimum odds 1.80), and kick-off 1X2 odds under 5.00. This achieved 71% win rate (52 wins from 73 matches).

Fine-tuning takes time, but the backtesting system dramatically speeds up the process by providing instant validation instead of waiting months for real-world results.